Research on the Accurate Measurement Method of Athletes’ Physical Consumption Using Intelligent Wearable Devices in Table Tennis Training
, , , et
21 mars 2025
À propos de cet article
Publié en ligne: 21 mars 2025
Reçu: 08 nov. 2024
Accepté: 07 févr. 2025
DOI: https://doi.org/10.2478/amns-2025-0589
Mots clés
© 2025 Wenjing Nian et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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The basic information is associated with the school standard met
| Correlation | Age | Height | Weight | BMI | Body fat rate |
|---|---|---|---|---|---|
| Pearson correlation | -0.165** | 0.032** | -0.029 | 0.0054 | -0.292** |
The basic information is associated with the eem
| Correlation | Age | Height | Weight | BMI | Body fat rate |
|---|---|---|---|---|---|
| Pearson correlation | -0.037 | 0.345** | 0.3625** | 0.278** | -0.278** |
Correlation and matching t test results
| Equation | Correlation r | Predictive value/calibration value | t | Pair t check (p) |
|---|---|---|---|---|
| 0.937** | (6.09±1.94)/(6.17±2.02) | -1.808 | 0.075 | |
| 0.876** | (5.91±1.58)/(6.03±1.71) | -1.833 | 0.069 |
The accelerometer vm value is associated with the met value
| Correlation | VM | |||||||
|---|---|---|---|---|---|---|---|---|
| Wrist | Elbow | Shoulder | Handle | Thorax | Iliac crest | Thigh | Ankle | |
| Pearson correlation | 0.576** | 0.638** | 0.621** | 0.483** | 0.647** | 0.675** | 0.668** | 0.472** |
A list of predicted and measured values
| GT3X wearing parts | Free singles | Phase integration | ||
|---|---|---|---|---|
| GTSX | K4b2 | GTSX | K4b2 | |
| Waist | 7.2±2.1 | 10.7±1.7 | 6.8±1.6 | 10.5+1.6 |
| Thigh | 7.4±1.6 | 7.7±1.4 | ||
| Ankle joint | 8.3±1.5 | 8.6±1.5 | ||
| Wrist | 23.7±7.5 | 21.5±6.9 | ||
| Handle | 32.8±8.9 | 28.4±7.6 | ||
The Actigrap count value is associated with the EEm
| Pearson correlation | Wrist | Elbow | Shoulder | Handle | Thorax | Iliac crest | Thigh | Ankle |
|---|---|---|---|---|---|---|---|---|
| Vm and EEM | 0.527** | 0.617** | 0.725** | 0.521** | 0.715** | 0.643** | 0.666** | 0.562** |
| Acy and EEM | 0.558** | 0.624** | 0.616** | 0.469** | 0.696** | 0.668** | 0.653** | 0.483** |
| Acx and EEM | 0.423** | 0.573** | 0.648** | 0.482** | 0.547** | 0.495** | 0.519** | 0.516** |
| Acz and EEM | 0.456** | 0.544** | 0.585** | 0.493** | 0.642** | 0.517** | 0.594** | 0.537** |
EE MET value prediction regression model
| Equation | Equation model |
|---|---|
| 1 | EEm=-1.939+0.000407 ShoulderVM+0.000246 AnkleVM+0.074 Weight |
| 2 | METs=4.908+0.000377 ShoulderVM+0.000239 AnkleVM -0.0855 Age-0.025 Body fat rate |
The difference between the Actigrap and the calibration value EEm
| Match sample t test | X+SD | T | P |
|---|---|---|---|
| EEm | 6.16±2.37 | / | / |
| Wrist | 20.42±11.36 | 34.871 | 0** |
| Elbow | 11.28±5.96 | 30.436 | 0** |
| Shoulder | 6.49±3.75 | 4.185 | 0** |
| Handle | 23.17±12.59 | 37.193 | 0** |
| Thorax | 4.98±3.08 | -14.928 | 0** |
| Iliac crest | 4.38±2.64 | -24.306 | 0** |
| Thigh | 4.61±2.87 | -20.443 | 0** |
| Ankle | 3.92±2.95 | -22.285 | 0** |
EE MET value prediction model summary (determinant coefficient)
| Equation model | R | R2 | Adjust R2 |
|---|---|---|---|
| 1 | 0.855** | 0.723 | 0.722 |
| 2 | 0.836** | 0.706 | 0.708 |
List of met measurements
| GT3X wearing parts | Free singles | Phase integration | ||
|---|---|---|---|---|
| GTSX | K4b2 | GTSX | K4b2 | |
| Waist | 6.4±1.3 | 9.4±1.2 | 6.3±1.5 | 9.2+1.5 |
| Thigh | 6.7±1.2 | 6.2±1.3 | ||
| Ankle joint | 8.5±1.2 | 8.3±1.6 | ||
| Wrist | 13.8±3.3 | 14.6±6.8 | ||
| Handle | 27.5±11.6 | 28.8±15.7 | ||
Matching t test analysis results
| GT3X wearing parts | Phase integration | Free singles | ||
|---|---|---|---|---|
| T | P | T | P | |
| Waist | 16.4 | 0 | 60.5 | 0 |
| Thigh | 10.4 | 0 | 44.2 | 0 |
| Ankle joint | 3.8 | 0 | -5.8 | 0 |
| Wrist | -21.2 | 0 | -69.4 | 0 |
| Handle | -29.3 | 0 | -99.3 | 0 |
